Bullshit Receptivity
At a Glance
| Category | Details |
|---|---|
| Definition | The tendency to rate vague, grammatical but empty statements, built from impressive-sounding words, as profound. Measured as the average profundity people assign to randomly generated "pseudo-profound" sentences, it goes with lower analytic thinking and higher belief in the paranormal, conspiracies and alternative medicine. The core finding has replicated several times, but the replications are modest in size. |
| Category | Not Enough Meaning (We find stories and patterns even in sparse data) |
| Difficulty to Overcome | Moderate |
| Prevalence | Common |
| Related Biases | Subjective Validation, Forer Effect (Barnum Effect), Illusory Truth Effect, Rhyme as Reason Effect, Authority Bias, Pareidolia, Illusion of Explanatory Depth |
1. Quick Summary
Bullshit receptivity is the habit of hearing depth in sentences that have none. Show people a line such as "Hidden meaning transforms unparalleled abstract beauty," assembled at random from buzzwords, and a sizeable share will call it profound. The term comes from a 2015 paper by Gordon Pennycook and colleagues at the University of Waterloo, who borrowed philosopher Harry Frankfurt's definition of bullshit as speech produced with no concern for whether it is true. People who score high on receptivity tend to score lower on tests of reflective thinking, higher on belief in the paranormal, conspiracy theories and alternative medicine, and worse at telling fake news headlines from real ones. Like the Forer effect and subjective validation, it describes a mind that supplies the meaning a message lacks. The findings have been repeated in several countries, mostly in small studies, so the broad pattern is solid while the effect's size and its political correlates remain open.
Simply About the Bias
Some sentences sound deep but say nothing. "Your energy flows where your truth awakens." Read it twice. What does it tell you to do, or believe, or expect? Nothing. Bullshit receptivity is how easily people are fooled by sentences like this. The word sounds rude, but researchers use it as a plain term for talk that does not care whether it is true.
Imagine a kid at school who posts a quote on their story every morning: "Growth is the silent whisper of infinite potential." Everyone hearts it. Nobody can explain what it means, and nobody asks, because asking would make you look like the one who did not get it. Meanwhile a friend who says "I practiced free throws every day and now I make most of them" gets no hearts at all. The fancy sentence won, and the plain one was the only one with anything in it.
Here is a trick. When a sentence sounds wise, say it back in your own boring words. If you can, it was just dressed up. If every attempt comes out as more fog, it was probably empty. Saying "I don't know what that means" out loud is a superpower most adults never develop.
2. The Science Behind It
2.1. Discovery and History
The philosophy came first. In 1986 the Princeton philosopher Harry Frankfurt published an essay called "On Bullshit" in the journal Raritan; Princeton University Press reissued it as a small hardback in 2005 and it became a bestseller. Frankfurt's central distinction is between the liar and the bullshitter. The liar knows the truth and steers you away from it, so he has to track the facts in order to hide them. The bullshitter does not care either way; whether a statement is true is not a question he is asking. This indifference, Frankfurt argued, makes bullshit a greater enemy of truth than lying.
Frankfurt had described the producer. Nobody had studied the receiver. In 2015 Gordon Pennycook, James Allan Cheyne, Nathaniel Barr, Derek Koehler and Jonathan Fugelsang published "On the reception and detection of pseudo-profound bullshit" in Judgment and Decision Making. Their stimuli came from two websites: wisdomofchopra.com, which strings words from Deepak Chopra's Twitter feed into grammatical sentences, and the New Age Bullshit Generator. The sentences had correct syntax and no intended meaning, and a surprising number of participants rated them profound. The ratings correlated with a stable set of other traits and tracked actual Chopra tweets almost as closely as the random sentences. The authors proposed two routes to a high score: a general bias toward accepting statements as meaningful, which they called uncritical open-mindedness, and a failure to notice the conflict between a sentence's impressive surface and its empty content.
In 2016 the team received the Ig Nobel Peace Prize. The same year Craig Dalton published a commentary arguing that profundity is in the eye of the beholder; the authors replied, in a paper titled "It's still bullshit," that random word salad is empty whatever a reader brings to it. The Bullshit Receptivity Scale (BSR) has since been linked to political ideology, fake-news susceptibility, illusory pattern perception and how often people bullshit others. Replications exist from Australia, Slovakia, Romania, Sweden and the Netherlands. Most are small or medium-sized, and no meta-analysis has pooled them. The honest status in 2026: a solid basic phenomenon, a reliable negative correlation with analytic thinking, and secondary correlates, especially political ones, whose size varies from sample to sample.
Key milestones:
- 1986: Frankfurt publishes "On Bullshit" in Raritan, defining bullshit as speech indifferent to truth
- 2010: Dan Sperber describes "the guru effect," in which obscurity itself is taken as a sign of depth
- 2015: Pennycook, Cheyne, Barr, Koehler and Fugelsang publish the first empirical study and the Bullshit Receptivity Scale
- 2016: Ig Nobel Peace Prize; Dalton's commentary and the reply; two papers link receptivity to political ideology
- 2019: Walker and colleagues tie receptivity to illusory pattern perception; replications in Australia, Slovakia and Romania
- 2020: Pennycook and Rand link receptivity to belief in fake news; Evans, Sleegers and Mlakar build a scale for scientific bullshit
- 2021: Littrell, Risko and Fugelsang publish the Bullshitting Frequency Scale
2.2. Key Researchers
| Researcher | Contribution | Year |
|---|---|---|
| Harry Frankfurt | Philosophical definition of bullshit as indifference to truth, distinct from lying | 1986, 2005 |
| Dan Sperber | Described the guru effect: obscurity read as depth, reinforced by deference | 2010 |
| Gordon Pennycook | Lead author of the first empirical study; developed the Bullshit Receptivity Scale | 2015 |
| Cheyne, Barr, Koehler and Fugelsang | Co-authors of the 2015 paper; continuing work at Waterloo | 2015 onward |
| John Jost (with Sterling and Pennycook) | Tested the link between receptivity and free-market ideology | 2016 |
| Alexander Walker and Martin Turpin | Illusory pattern perception as a predictor; pseudo-profound art titles | 2019 |
| Evans, Sleegers and Mlakar | Scientific Bullshit Receptivity Scale | 2020 |
| Littrell, Risko and Fugelsang | Bullshitting Frequency Scale; persuasive versus evasive bullshitting | 2021 |
2.3. Landmark Studies
On the Reception and Detection of Pseudo-Profound Bullshit (Pennycook, Cheyne, Barr, Koehler and Fugelsang, 2015)
Four studies. In the first, University of Waterloo undergraduates rated ten randomly generated sentences on a five-point scale from "not at all profound" to "very profound." The average landed between "somewhat" and "fairly" profound, and roughly a quarter of participants gave the nonsense an average score of 3 or higher. Receptivity correlated negatively with the Cognitive Reflection Test (problems that reward overriding a tempting first answer), verbal intelligence and numeracy, and positively with ontological confusions (agreeing, say, that thoughts can touch objects) and religious belief. The second study added ten actual Chopra tweets, rated about as profound as the generated sentences. The third and fourth added mundane statements and genuine motivational quotations, allowing a "sensitivity" score: the gap between ratings of real aphorisms and ratings of word salad. Both low sensitivity and high overall ratings correlated with paranormal belief, conspiracist ideation and acceptance of alternative medicine.
Are Neoliberals More Susceptible to Bullshit? (Sterling, Jost and Pennycook, 2016)
Reanalysing the original data with new measures, the authors found a modest association between receptivity and endorsement of free-market ideology and social conservatism. The same year Pfattheicher and Schindler, with an American sample during the 2016 primaries, reported that higher receptivity went with more favorable ratings of Ted Cruz, Marco Rubio and Donald Trump. Later Swedish work by Nilsson, Erlandsson and Västfjäll found receptivity related to positions on both sides, which suggests the link runs through belief styles rather than ideology as such.
Finding Meaning in the Clouds (Walker, Turpin, Stolz, Fugelsang and Koehler, 2019)
Across three experiments with 627 participants, people who saw patterns in random stimuli (images in noise, structure in coin-flip sequences) were more likely to rate pseudo-profound statements as profound. Endorsing patterns that were really there did not predict receptivity. A related 2019 paper by Turpin and colleagues found that pseudo-profound titles made abstract artworks seem deeper, and a Melbourne replication by Bainbridge and colleagues found that the "Intellect" facet of Openness predicted lower receptivity while its aesthetic facets predicted higher.
Who Falls for Fake News? (Pennycook and Rand, 2020) and Scientific Bullshit (Evans, Sleegers and Mlakar, 2020)
In three surveys with 1,606 participants, Pennycook and Rand found that receptivity predicted rating fake headlines as accurate and worse discrimination between fake and real. Evans, Sleegers and Mlakar, across three studies with 1,948 participants, built a parallel scale of nonsense in scientific dress. It correlated with the original scale, was more strongly tied to generalized "belief in science," and overlapped less with pseudo-profound receptivity among people with high scientific literacy. What impresses you depends on what you revere, and knowing a field is what lets you tell its real sentences from its costume.
The Bullshitting Frequency Scale (Littrell, Risko and Fugelsang, 2021)
This work distinguished persuasive bullshitting (inventing to impress) from evasive bullshitting (dodging a question with vagueness). A follow-up titled "You can't bullshit a bullshitter (or can you?)" found that frequent persuasive bullshitters were themselves more receptive to bullshit and to fake news. Evasive bullshitters showed no such pattern.
2.4. Neurological Basis
There is no established neuroimaging literature specific to bullshit receptivity, and any claim about a "bullshit center" in the brain should be treated as an example of the phenomenon. What exists is a set of well-studied general mechanisms the behavioral findings point toward.
The first is semantic processing. The N400 component of the event-related potential grows larger when a word fails to fit its context. Pseudo-profound sentences pass this check locally, since each word is a plausible neighbor of the next; the failure is global, at the level of what the whole sentence asserts. The second is the intuitive-versus-reflective distinction the Cognitive Reflection Test taps. Reflective override is associated with lateral prefrontal and anterior cingulate regions involved in conflict monitoring. The 2015 paper's conflict-detection account fits: the receptive reader registers no clash between tone and content, so nothing recruits the slower checking process. The third is processing fluency. Pseudo-profound sentences are fluent at the word level and disfluent at the level of meaning, and the fluency of the parts may get credited as the depth of the whole. Each mechanism is well supported on its own; their combination here is a plausible story, not a mapped circuit.
3. Evolutionary Origins
Human communication runs on trust. A listener who demanded proof of every utterance could not learn a language, let alone a culture, so people default to assuming that a speaker means something worth recovering. The philosopher Paul Grice called this the cooperative principle. The assumption is nearly always correct, and it is exactly what a bullshit sentence exploits: the listener supplies a meaning because that is what listeners are built to do.
A second ancestral habit is deference to those who seem to know more. In small groups, the person who used unfamiliar words about weather, plants or illness often did know something you did not, and it paid to assume competence rather than test it. Sperber's guru effect describes how this deference gets hijacked: when a respected source says something obscure, the audience concludes that the obscurity must hide depth.
A third is pattern detection. Mistaking wind in the grass for a predator costs a moment of alarm; the reverse mistake costs a life. Minds tuned toward over-detecting patterns outlived minds tuned toward missing them, and finding meaning in word salad looks like the verbal cousin of seeing a face in the clouds. Finally, the sense that something is profound is an emotional signal, and words like "infinite" and "awakening" carry warmth regardless of their arrangement. An audience that feels moved concludes that it has understood.
4. How This Bias Manifests
4.1. In Everyday Life
- Sharing inspirational quotes that, read carefully, make no claim at all
- Buying courses or retreats whose pitch is a chain of abstract nouns ("unlock your authentic frequency")
- Trusting horoscopes and personality typologies that pair vague content with a confident tone
- Feeling a podcast was "deep" without being able to say afterward what it argued
- Nodding along rather than asking "what do you mean by that?"
4.2. In the Workplace
- Mission statements and values decks that could belong to any company in any industry
- Consultants whose slides lean on "synergy," "holistic" and "ecosystem" to avoid committing to a recommendation
- Candidates who talk fluently about "driving transformation" without describing a single thing they did
- Performance reviews written in a register ("demonstrates strategic agility") that nobody could falsify
4.3. In Business and Marketing
- Wellness products sold with "quantum," "energy," "frequency" and "detox" language that does no scientific work
- Supplement labels that sound like biochemistry while promising nothing specific
- Pitch decks that describe a business as a mission to change humanity rather than as a business
- Art and wine criticism in which obscurity passes for sophistication
4.4. In Politics and Media
The 2016 studies found modest correlations with conservative self-placement in American samples, while Swedish work found a mixed picture, so receptivity seems to attach to a belief style (intuitive, tradition-affirming, pattern-seeking) rather than to a party. Better established is the link to misinformation: people who find random sentences profound also rate fabricated headlines as accurate.
Manifestations include:
- Campaign slogans that evoke feeling while committing to nothing checkable
- Commentary that is a stream of grand abstractions ("the soul of the nation is at an inflection point")
- Conspiracy content that borrows the register of revelation to cover the absence of evidence
4.5. In Healthcare
The 2015 paper found that receptivity correlated with acceptance of complementary and alternative medicine, and Čavojová and colleagues replicated this in Slovakia and Romania.
Implications:
- Patients drawn to treatments described in terms of energy, balance and "natural" healing rather than outcomes
- Practitioners who offer vague reassurance ("your body knows what it needs") in place of a diagnosis
- Clinicians themselves falling for pharmaceutical marketing dressed in mechanism-sounding language
4.6. In Finance and Investing
- Shareholder letters that substitute vision language for unit economics
- Crypto white papers describing "trustless, frictionless value layers" without stating what the product does
- Fund marketing built around proprietary-sounding processes that cannot be described in a sentence
- Boards approving strategy decks heavy on "transformation" and light on numbers
5. Real-World Case Studies
Case Study 1: WeWork's Elevated Consciousness
- Context: In August 2019 WeWork, the office-rental company led by Adam Neumann, filed the prospectus for its initial public offering. SoftBank had recently valued it at about 47 billion dollars.
- What happened: The filing stated that the company's mission was "to elevate the world's consciousness." The business it described was leasing office space long-term and subletting it short-term at a loss. Within weeks analysts had read past the language to the numbers. The IPO was withdrawn in September, Neumann left, and SoftBank rescued the company at a valuation of roughly 8 billion dollars.
- The bias at work: For years the mission vocabulary had discouraged the plain question of how a subletting firm would earn a margin. The public filing put the sentences and the arithmetic on the same pages, and the sentences lost.
- Consequences: Tens of billions in paper value erased, thousands of layoffs, and a bankruptcy filing in 2023.
- Lessons learned: A pitch that still sounds good in boring words is a pitch. A pitch that only sounds good in its own words is a warning.
Case Study 2: The Gibberish Papers
- Context: In 2005 three MIT graduate students, Jeremy Stribling, Max Krohn and Dan Aguayo, built SCIgen, a program that generates computer-science papers from random grammar: plausible titles, headings, citations, graphs and sentences, with no meaning anywhere.
- What happened: Their paper "Rooter: A Methodology for the Typical Unification of Access Points and Redundancy" was accepted at a conference in Florida. In 2014 the French computer scientist Cyril Labbé used a detector he had built to find more than 120 SCIgen papers in proceedings published by Springer and the IEEE. The publishers withdrew them.
- The bias at work: The texts passed editors because they had the surface features of science: technical vocabulary, correct formatting, numerical figures and a confident register.
- Consequences: Embarrassment for major publishers, tightened screening, and a demonstration that peer review filters for form before content.
- Lessons learned: Fluency in a field's register is not evidence of content. Experts are rarely fooled in their own field and routinely fooled outside it.
Historical Example: The Sokal Hoax (1996)
In 1996 the physicist Alan Sokal submitted an article titled "Transgressing the Boundaries: Towards a Transformative Hermeneutics of Quantum Gravity" to the cultural-studies journal Social Text. With dense citations and the vocabulary then fashionable in the field, it argued that physical reality and quantum gravity were social and linguistic constructs. The journal published it. The same day, Sokal revealed in Lingua Franca that the piece was a parody stuffed with scientific nonsense and flattering references to the editors' own work.
Much of the argument that followed was about academic politics. The cognitive point is simpler. Intelligent, sincere editors accepted an article whose content they could not have explained, because it sounded like profound work in their field and because it agreed with them. G. A. Cohen's 2002 chapter "Deeper into Bullshit" used such cases to argue that academic bullshit is prose that cannot be clarified: saying it plainly either dissolves it or turns it into something trivial.
6. The Cost of This Bias
6.1. Personal Costs
- Money spent on courses, supplements and readings whose promise was never specific enough to be broken
- Health decisions steered by vocabulary rather than evidence
- Attachment to coaches or gurus whose authority rests on sounding wise
- Reduced resistance to fake news and conspiracy content, which use the same register of significance
6.2. Professional Costs
- Strategy built on language that cannot be executed because it never specified anything
- Consultants and vendors hired for vocabulary rather than track record
- Promotion of fluent talkers over quiet performers
- A culture in which "what exactly do you mean?" reads as insubordination, so errors go unchallenged
6.3. Societal Costs
- A wellness and alternative-medicine economy that takes billions each year in exchange for words
- Public discourse in which resonant emptiness competes on equal footing with checkable claims
- Easier spread of misinformation, since the people who find random sentences profound also rate fabricated headlines as accurate
- Erosion of the norm that a claim should be clear enough to be wrong
6.4. Statistical Impact
- In the first 2015 study, undergraduates rated randomly generated sentences between "somewhat" and "fairly" profound on average, and roughly a quarter averaged 3 or higher on the five-point scale
- Receptivity correlated negatively with Cognitive Reflection Test performance and positively with paranormal belief, conspiracist ideation and acceptance of alternative medicine
- Walker and colleagues (2019): the link to illusory pattern perception held across three experiments with 627 participants
- Pennycook and Rand (2020): with 1,606 participants, receptivity predicted belief in fake headlines
- Political correlations reported in 2016 were small and inconsistent across countries; no meta-analysis has pooled the literature
7. The Hidden Benefits
The disposition behind this bias is not pure liability, and a person with zero receptivity would be hard to live with.
-
Charitable listening: Assuming that a speaker means something is what allows conversation and teaching to happen at all. Most of the time the assumption is right.
-
Access to real depth: Some important ideas sound like nonsense on first contact. A mind that rejects everything it cannot immediately paraphrase misses the difficult poem along with the fog.
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Emotional nourishment: "She is at peace now" is not a checkable claim, and demanding that it be one would be cruel. The receptivity that is a liability in a prospectus is a kindness at a funeral.
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Social cohesion: Shared slogans bind groups, and their emptiness is part of why they work: everyone reads their own meaning in.
The benefits belong to contexts where nothing is being sold or decided. Where a claim will cost money or change a treatment, the demand for clarity should win.
8. Self-Assessment: Do You Have This Bias?
8.1. Warning Signs Checklist
- You often share or save quotes that sound meaningful but that you could not restate in plain words
- You feel that asking "what does that mean, exactly?" is rude or makes you look slow
- You find speakers more credible when they use spiritual or scientific vocabulary, whatever they say
- You have paid for a course, product or reading whose promise you could not describe afterward
- You trust your gut on whether a statement is deep rather than testing it
- You finish books or talks feeling moved but unable to summarize their argument
- You rate calm, slow delivery as a sign of wisdom
- You are drawn to explanations involving energy, vibration or quantum effects outside physics
- You rarely notice when a question has been answered with a sentiment instead of an answer
- You find it hard to recall a time you concluded that something impressive-sounding was empty
Scoring:
- 0-2 checked: Low susceptibility
- 3-5 checked: Moderate susceptibility
- 6-8 checked: High susceptibility
- 9-10 checked: Very high susceptibility
8.2. Self-Reflection Questions
- Think of the last quotation that struck you as profound. Can you say what it claims and what would count against it?
- When did you last ask someone to define a term they were using, and how did it feel?
- Which vocabularies impress you most (scientific, spiritual, financial, artistic), and how much do you know about those fields?
- Have you ever bought something or followed advice because of how it was phrased rather than what it promised?
- When a sentence feels deep, what happens next: do you try to understand it, or move on satisfied?
8.3. Quick Diagnostic Scenario
Scenario: A speaker at a work event says: "True leadership emerges when we align our organizational consciousness with the infinite potential of collective intention." The room murmurs approval. A colleague beside you whispers, "What does that even mean?"
How would you respond?
- A) Feel the colleague is being cynical; the statement clearly points to something important about alignment and purpose → High susceptibility
- B) Admit you are not sure what it means but assume the speaker, who is well regarded, has something in mind → Moderate susceptibility
- C) Try to restate it plainly, notice that every attempt produces a platitude or nothing, and conclude the sentence was empty → Low susceptibility
9. Identifying This Bias in Others
9.1. Behavioral Indicators
- Shares a steady stream of abstract aphorisms
- Admires speakers or writers without being able to say what they argued
- Judges ideas by the vocabulary they are expressed in
- Treats requests for clarification as attacks on the speaker
- Reads fluency and confidence as expertise
9.2. Conversational Red Flags
Phrases people say when under this bias:
- "You can't put it into words, you just feel it."
- "That's so deep."
- "He's operating on a different level; most people don't get it."
- "Science is only beginning to understand this."
Types of arguments they make:
- Appeals to the feeling of depth as evidence of depth
- Treating obscurity as proof that the speaker knows more than the listener
Questions they avoid asking:
- "What would this look like if it were false?"
- "Can you give me a concrete example?"
9.3. Situational Triggers
- A high-status speaker with a calm voice and an attentive audience
- Vocabulary borrowed from a field the listener respects but does not know
- Grief, uncertainty or hope, states in which the feeling of meaning is especially welcome
- Group settings where everyone else appears to understand
- Fatigue or distraction, which keep processing shallow
10. Cognitive Debiasing Strategies
10.1. Immediate Techniques
- The Paraphrase Test: Restate the sentence in the plainest words you can. If the result is a platitude, the original was a dressed-up platitude. If no plain version exists, the original was empty
- The Negation Test: Ask what the opposite of the statement would be. "Attention and intention are the mechanics of manifestation" has no sensible opposite, so it rules nothing out
- The Example Demand: Ask for one concrete instance. Real claims have examples; fog has more fog
- Swap the Nouns: Replace the abstract nouns with other abstract nouns. If the sentence works just as well, it was generated, whether by a website or a person
10.2. Long-Term Strategies
- Build literacy where it matters: Expertise in a field is what separates its sentences from its costume. Learn the basics of the fields you are most often sold things in
- Practice reflective override: Receptivity correlates with low Cognitive Reflection Test performance. Habits that build the pause before accepting a first impression transfer
- Read Frankfurt: The essay is short. Learning to ask "does this speaker care whether this is true?" is a durable skill
- Separate feeling from understanding: Notice the sensation of being moved, then ask separately whether you have understood anything
10.3. Environmental Design
- Adopt plain-language norms: Teams and families can agree that asking for a definition is always allowed and never rude
- Require a one-sentence summary: Before approving any proposal, require the author to state what it will do in one checkable sentence
- Decide in writing: Fog survives in speech far better than on a page, where the eye can go back and check
- Reward concreteness publicly: Thank the person who gave the specific example, not the one who gave the vision
10.4. When to Seek External Input
- When a decision involves money, health or a vote and the case for it is mostly vocabulary
- When you feel moved by a pitch and cannot say what it promised
- When everyone around you is nodding and you suspect nobody could explain why
Whom to ask: Someone literate in the specific field, with no stake in the sale. Ask "Can you tell me in plain words what this is claiming?" rather than "Is this good?"
11. Practical Exercises
Exercise 1: The Generator Game
- Objective: Learn what empty profundity feels like from the inside by producing it
- Time required: 20 minutes
- Materials needed: Pen and paper, or any pseudo-profound sentence generator online
- Difficulty level: Beginner
- Instructions:
- Write two columns of ten words: abstract nouns ("truth," "energy," "potential") and impressive verbs or adjectives ("transcends," "infinite," "awakens")
- Combine them at random into five grammatical sentences
- Read each aloud in a slow, calm voice and notice your own reaction
- Mix them with five real aphorisms and ask a friend to rate each for profundity without saying which is which
- Reflection questions:
- Did any of your random sentences feel meaningful once you read them aloud?
- Could your friend tell the generated sentences from the real ones? Could you?
- Frequency: Once, then whenever you catch yourself impressed by a quote
Exercise 2: The Paraphrase Ledger
- Objective: Make the paraphrase test a reflex
- Time required: 10 minutes daily
- Materials needed: A notebook or notes app
- Difficulty level: Intermediate
- Instructions:
- Each day, write down two statements that struck you as deep or impressive
- Beneath each, write the plainest restatement you can, in words a ten-year-old would use
- Classify the result: "clear claim," "dressed-up platitude," or "no content found"
- For any clear claim, write what evidence would show it false
- Reflection questions:
- What proportion of what impresses you falls into each category?
- Which sources produce the most "no content found" entries?
- Frequency: Daily for four weeks, then weekly
Exercise 3: The Prospectus Audit
- Objective: Apply detection skills to a real high-stakes document
- Time required: 60 minutes
- Materials needed: A mission statement, pitch deck or product page; two highlighters
- Difficulty level: Advanced
- Instructions:
- Highlight in one color every sentence that makes a checkable claim (a number, a date, a specific action, a named outcome)
- Highlight in the other color every sentence whose words could be rearranged without loss
- Count the two totals and compute the ratio
- Write a one-paragraph plain-language summary of what the document actually promises
- Reflection questions:
- How did the ratio compare with your impression before you started?
- Would you make the same decision having done the audit?
- Frequency: Before any significant purchase, investment or job decision
Daily Practice
One Honest "I Don't Know What That Means"
Once a day, when you meet a sentence that sounds impressive and that you cannot paraphrase, say so. In a meeting: "Can you say that in plain terms?" Online: simply do not share it.
- Suggested duration: 1 minute whenever triggered
- Best time of day: Whenever you feel the glow of significance without the content
- How to track progress: Tally the days you managed it
Weekly Challenge
The Vocabulary Swap
Each week, pick one field whose vocabulary impresses you (quantum physics, neuroscience, finance) and read one introductory explanation of a basic concept from a reputable source. Then revisit one piece of marketing or inspirational content that uses that field's words.
- Expected outcomes after 4 weeks: Less impressed by borrowed vocabulary; a clearer sense of which fields' words are used as decoration around you
- Journaling prompts for reflection:
- Which borrowed term turned out to mean something specific that the marketing ignored?
12. For Specific Audiences
For Leaders and Managers
- Model the question: The most useful thing a senior person can do is say "I don't understand what that means" in public. It licenses everyone else to ask
- Audit your own output: Mission statements and strategy decks are where this bias lives. Have someone junior paraphrase yours and see what survives
- Hire for specifics: Follow every abstraction in an interview with "give me an example"
- Watch for evasive bullshitting: Teams in fear produce vagueness to protect themselves; the cure is safety, not stricter language rules
For Parents and Educators
- Age-appropriate explanation: "Some sentences sound wise but don't actually say anything. Try to explain it to a friend in your own words. If you can't, the sentence might be empty, and that's not your fault."
- Play the generator game: Children enjoy making up profound-sounding nonsense, and making it is the fastest way to learn to spot it
- Address the social cost: Teenagers often share pseudo-profound content for belonging rather than belief. Discuss that honestly rather than mocking the content
For Healthcare Professionals
- Recognize the pull: Patients drawn to energy and balance language are responding to a register that evidence-based medicine often fails to offer
- Offer meaning without fog: Plain, warm explanations of what is known and what is uncertain compete better with pseudo-profound reassurance than cold accuracy
- Check your own sources: Pharmaceutical marketing uses mechanism-sounding language on clinicians too. Ask for the trial, not the pathway diagram
For Financial Professionals
- Read past the vision: Prospectuses and shareholder letters that lead with purpose and consciousness should be read for the numbers first
- Know the costume: Jargon like "proprietary signal architecture" discourages the question of how returns are generated. Ask it anyway
- Audit your own materials: If your pitch cannot be restated plainly, you are relying on the bias you should be guarding against
13. Interactions with Other Biases
Biases That Amplify This One
| Bias | How It Interacts |
|---|---|
| Subjective Validation | Once a vague sentence feels personally relevant, the listener supplies the meaning and credits the speaker |
| Forer Effect (Barnum Effect) | Vague descriptions that apply to everyone feel precise: the same mechanism applied to personality rather than wisdom |
| Authority Bias | The guru effect: obscurity from a respected source is read as depth rather than emptiness |
| Illusory Truth Effect | Repeated pseudo-profound slogans come to feel true as well as deep |
| Pareidolia | The engine that finds faces in clouds finds meaning in word salad; illusory pattern perception predicts receptivity |
| Rhyme as Reason Effect | Rhythm and sound patterns add fluency, and fluency is credited as truth and depth |
Biases That Counteract This One
| Bias | How It Helps |
|---|---|
| Naïve Cynicism | A default suspicion of others' motives, though often unfair, makes empty talk from gurus and salespeople less persuasive |
| Semmelweis Reflex | Reflexive rejection of unfamiliar claims blocks nonsense along with the occasional real insight |
| Processing Difficulty Effect | When a reader is forced to work through a sentence slowly, the lack of content becomes visible |
Common Bias Chains
Authority Bias → Bullshit Receptivity → Subjective Validation → Illusory Truth Effect → Belief Perseverance
A respected figure says something obscure (Authority Bias), and the audience rates it profound (Bullshit Receptivity). Listeners each find a personal meaning in it (Subjective Validation), the phrase is repeated until it feels true (Illusory Truth Effect), and when someone points out that it says nothing, believers defend it (Belief Perseverance).
Interrupting the chain: The cheapest intervention is at first contact. One attempt to paraphrase the sentence, before it has acquired personal meaning or repetition, usually exposes it.
14. Cultural Perspectives
The core phenomenon has been observed in Canada, the United States, Australia, Slovakia, Romania, Sweden and the Netherlands, and the negative relationship with analytic thinking appears in every sample. What varies is the vocabulary that counts as profound.
The content of pseudo-profundity is culturally supplied. The 2015 stimuli drew on a New Age register familiar in North America; the scientific scale of Evans, Sleegers and Mlakar showed that a different register works on people with high faith in science and low scientific literacy. Where religious authority is strong, the costume will be theological; where technocratic authority is strong, it will be statistical. Deference norms shape detection too: institutions with steep hierarchies give fog more room, while communities with norms of blunt questioning give it less. The political correlates are the least stable, leaning conservative in American samples and running both ways in Sweden.
| Culture Type | Manifestation |
|---|---|
| Spiritually oriented or New Age milieus | Pseudo-profundity in the register of energy, consciousness and awakening; the original 2015 stimuli |
| Science-revering, low-literacy publics | Receptivity to scientific-sounding nonsense; "quantum" and "neuro" as decorative prefixes |
| High-deference, steep-hierarchy settings | Obscurity from high-status speakers read as depth; asking for clarification is costly |
| Academic subcultures prizing difficult prose | Cohen's "unclarifiable" writing rewarded; the Sokal hoax as a symptom |
15. Myths and Misconceptions
| Myth | Reality |
|---|---|
| "Only unintelligent people fall for pseudo-profound bullshit" | Receptivity tracks reflective thinking style more than raw intelligence, and the correlations are moderate. Editors, investors and academics have accepted gibberish in their own fields. |
| "The research just shows that people like Deepak Chopra" | The random sentences were generated from vocabulary, not from Chopra's ideas, and received similar ratings to his actual tweets. |
| "Finding meaning in a vague sentence is interpretation, not error" | A sentence assembled at random has no intended meaning to interpret. Readers who found meaning supplied it themselves. Dalton raised this objection in 2016 and the authors answered it. |
| "Bullshit receptivity proves that conservatives are more gullible" | The 2016 political correlations were small, came from American samples, and did not replicate cleanly in Sweden. The stable finding is a link to an intuitive, pattern-seeking belief style. |
| "This is a settled, large, replicated effect" | The basic phenomenon and its link to analytic thinking have replicated several times, but most replications are small or student-run, no meta-analysis exists, and the secondary correlates vary across samples. |
16. Expert Insights
"It is impossible for someone to lie unless he thinks he knows the truth. Producing bullshit requires no such conviction." — Harry G. Frankfurt, On Bullshit (2005)
"One of the most salient features of our culture is that there is so much bullshit." — Harry G. Frankfurt, opening sentence of On Bullshit (2005)
A non-trivial share of people judge randomly assembled, vacuous sentences to be profound, and this receptivity is a measurable, consequential trait. (paraphrasing Pennycook, Cheyne, Barr, Koehler and Fugelsang, 2015)
When an admired thinker says something obscure, readers who cannot understand it conclude that it must be deep rather than empty, and their deference raises the thinker's reputation further. (paraphrasing Dan Sperber on the guru effect, 2010)
17. Key Takeaways
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Empty sentences get rated profound: Randomly generated sentences were rated "somewhat" to "fairly" profound on average in the 2015 Waterloo studies, and about a quarter of participants rated them highly.
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The term is technical: Frankfurt defined bullshit as speech produced with no concern for truth, distinct from lying, and the word is now the standard label in the literature.
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Reflection protects: The most consistent finding is a negative correlation with analytic thinking as measured by the Cognitive Reflection Test.
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It travels with other beliefs: High receptivity goes with paranormal belief, conspiracy ideation, acceptance of alternative medicine, illusory pattern perception and belief in fake news headlines.
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Literacy, not intelligence, is the shield: Scientific bullshit fools the science-revering and spares the scientifically literate. Expertise in a field is what lets you tell its real sentences from its costume.
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The evidence has limits: Replications are several but modest in size, no meta-analysis exists, and the political correlates reported in 2016 have been small and inconsistent across countries.
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The paraphrase test is the practical tool: Restate the sentence in plain words. If nothing survives, nothing was there.
18. Further Resources
Academic Papers
- Pennycook, G., Cheyne, J. A., Barr, N., Koehler, D. J., & Fugelsang, J. A. (2015). On the reception and detection of pseudo-profound bullshit. Judgment and Decision Making, 10(6), 549-563.
- Sterling, J., Jost, J. T., & Pennycook, G. (2016). Are neoliberals more susceptible to bullshit? Judgment and Decision Making, 11(4), 352-360.
- Walker, A. C., Turpin, M. H., Stolz, J. A., Fugelsang, J. A., & Koehler, D. J. (2019). Finding meaning in the clouds: Illusory pattern perception predicts receptivity to pseudo-profound bullshit. Judgment and Decision Making, 14(2), 109-119.
- Čavojová, V., Secară, E.-C., Jurkovič, M., & Šrol, J. (2019). Reception and willingness to share pseudo-profound bullshit and their relation to other epistemically suspect beliefs and cognitive ability in Slovakia and Romania. Applied Cognitive Psychology, 33(2), 299-311.
- Evans, A., Sleegers, W., & Mlakar, Ž. (2020). Individual differences in receptivity to scientific bullshit. Judgment and Decision Making, 15(3), 401-412.
- Pennycook, G., & Rand, D. G. (2020). Who falls for fake news? The roles of bullshit receptivity, overclaiming, familiarity, and analytic thinking. Journal of Personality, 88(2), 185-200.
- Littrell, S., Risko, E. F., & Fugelsang, J. A. (2021). The Bullshitting Frequency Scale: Development and psychometric properties. British Journal of Social Psychology, 60(1), 248-270.
- Sperber, D. (2010). The guru effect. Review of Philosophy and Psychology, 1(4), 583-592.
Books
- Frankfurt, H. G. (2005). On Bullshit. Princeton University Press.
- Bergstrom, C. T., & West, J. D. (2020). Calling Bullshit: The Art of Skepticism in a Data-Driven World. Random House.
- Sagan, C. (1995). The Demon-Haunted World: Science as a Candle in the Dark. Random House.
Book Chapters
- Cohen, G. A. (2002). Deeper into bullshit. In S. Buss & L. Overton (Eds.), Contours of Agency: Essays on Themes from Harry Frankfurt (pp. 321-339). MIT Press.
19. Summary Card
| Element | Content |
|---|---|
| Bias Name | Bullshit Receptivity |
| Definition | Rating vague, impressive-sounding but empty statements as profound, supplying the meaning the words lack |
| Category | Not Enough Meaning |
| Key Sign | Feeling moved by a sentence you cannot restate in plain words |
| Main Cause | Shallow processing of fluent, high-status vocabulary plus a general readiness to find patterns and meaning; low reflective thinking is the strongest predictor |
| Biggest Risk | Health, money and political decisions steered by register rather than content |
| Quick Fix | The paraphrase test: say it plainly, and if nothing survives, nothing was there |
| Long-Term Strategy | Build literacy in the fields you are sold things in; normalize asking "what does that mean?"; practice reflective override |
| Remember | The same mind that sees faces in clouds hears wisdom in word salad |
20. Glossary of Terms Used
| Term | Definition |
|---|---|
| Bullshit (Frankfurt's sense) | Speech produced without regard for whether it is true; distinct from lying, which requires knowing the truth |
| Pseudo-profound bullshit | Grammatical sentences assembled from impressive vocabulary with no intended meaning, used or designed to seem deep |
| Bullshit Receptivity Scale (BSR) | The average profundity rating a person assigns to a set of randomly generated pseudo-profound sentences |
| Bullshit sensitivity | The gap between how profound a person rates genuine aphorisms and how profound they rate nonsense |
| Cognitive Reflection Test (CRT) | A short test of the ability to override an intuitive but wrong first answer; low scores predict high receptivity |
| Guru effect | Sperber's term for the process by which obscurity from an admired source is read as depth |
| Illusory pattern perception | Seeing structure in random stimuli; predicts receptivity |
| Persuasive versus evasive bullshitting | Bullshitting to impress versus bullshitting to dodge; only the first predicts receptivity |
| Paraphrase test | Restating a statement in plain words to see whether any checkable content survives |
21. Discussion Questions
For book clubs, classrooms, or self-reflection:
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Frankfurt argues that bullshit is a greater enemy of truth than lying because the bullshitter does not care about truth at all. Do you agree? Can you think of a public figure whose speech fits the bullshitter rather than the liar?
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Receptivity depends on which register you revere: spiritual language fools some, scientific language fools others. Which vocabulary is most likely to fool you, and why?
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Pseudo-profound language does real emotional work at funerals, in rituals and in art. Where should the line be drawn between contexts that deserve the paraphrase test and contexts that deserve to be left alone?
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Editors at Social Text and investors in WeWork were intelligent people who accepted empty sentences. What made the emptiness hard to see from inside those institutions?
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Frequent persuasive bullshitters turn out to be unusually receptive to bullshit themselves. What does this suggest about the relationship between producing fog and consuming it?